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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

11 February 2015

Sergey Ioffe

Christian Szegedy

OOD

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Papers citing "Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift"

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Title
Retrieval-Augmented Convolutional Neural Networks for Improved Robustness against Adversarial Examples Jake Zhao Kyunghyun Cho AAML 160 20 0 26 Feb 2018
Disentangling the independently controllable factors of variation by interacting with the world Valentin Thomas Emmanuel Bengio W. Fedus Jules Pondard Philippe Beaudoin Hugo Larochelle Joelle Pineau Doina Precup Yoshua Bengio DRL CoGe CML 75 62 0 26 Feb 2018
Yedrouj-Net: An efficient CNN for spatial steganalysis Mehdi Yedroudj Frédéric Comby Marc Chaumont 80 228 0 26 Feb 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 91 713 0 26 Feb 2018
Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial Network Zizhao Zhang Yuanpu Xie Ling Yang EGVM 125 305 0 26 Feb 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 189 693 0 25 Feb 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 99 86 0 25 Feb 2018
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari P. Chrabaszcz I. Loshchilov Frank Hutter 83 100 0 24 Feb 2018
Single Image Super-Resolution via Cascaded Multi-Scale Cross Network Yanting Hu Xinbo Gao Jie Li Yuanfei Huang Hanzi Wang SupR 76 52 0 24 Feb 2018
A Walk with SGD Chen Xing Devansh Arpit Christos Tsirigotis Yoshua Bengio 104 119 0 24 Feb 2018
Towards end-to-end spoken language understanding Dmitriy Serdyuk Yongqiang Wang Christian Fuegen Anuj Kumar Baiyang Liu Yoshua Bengio 64 234 0 23 Feb 2018
Deep Defense: Training DNNs with Improved Adversarial Robustness Ziang Yan Yiwen Guo Changshui Zhang AAML 99 110 0 23 Feb 2018
BigDataBench: A Scalable and Unified Big Data and AI Benchmark Suite Wanling Gao Jianfeng Zhan Lei Wang Chunjie Luo Daoyi Zheng ... Hainan Ye Haoning Tang Zheng Cao Shujie Zhang Jiahui Dai 87 35 0 23 Feb 2018
Deep Multimodal Learning for Emotion Recognition in Spoken Language Yue Gu Shuhong Chen I. Marsic 52 39 0 22 Feb 2018
VizWiz Grand Challenge: Answering Visual Questions from Blind People Danna Gurari Qing Li Abigale Stangl Anhong Guo Chi Lin Kristen Grauman Jiebo Luo Jeffrey P. Bigham CoGe 324 866 0 22 Feb 2018
Harmonious Attention Network for Person Re-Identification Wei Li Xiatian Zhu S. Gong 70 1,354 0 22 Feb 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 144 553 0 22 Feb 2018
Neural Predictive Coding using Convolutional Neural Networks towards Unsupervised Learning of Speaker Characteristics Arindam Jati P. Georgiou SSL 63 49 0 22 Feb 2018
Left Ventricle Segmentation in Cardiac MR Images Using Fully Convolutional Network Mina Nasr-Esfahani Majid Mohrekesh Mojtaba Akbari S. M. Reza Soroushmehr E. Nasr-Esfahani N. Karimi S. Samavi Kayvan Najarian 45 40 0 21 Feb 2018
Learning Multiple Categories on Deep Convolution Networks Mohamed Hajaj D. Gillies SSL 32 0 0 21 Feb 2018
Building Efficient ConvNets using Redundant Feature Pruning B. Ayinde J. Zurada VLM 3DPC 85 47 0 21 Feb 2018
BRUNO: A Deep Recurrent Model for Exchangeable Data I. Korshunova Jonas Degrave Ferenc Huszár Y. Gal Arthur Gretton J. Dambre BDL 66 34 0 21 Feb 2018
3LC: Lightweight and Effective Traffic Compression for Distributed Machine Learning Hyeontaek Lim D. Andersen M. Kaminsky 139 70 0 21 Feb 2018
Uncertainty Estimates and Multi-Hypotheses Networks for Optical Flow Eddy Ilg Özgün Çiçek Silvio Galesso Aaron Klein Osama Makansi Frank Hutter Thomas Brox UQCV 106 223 0 20 Feb 2018
i-RevNet: Deep Invertible Networks J. Jacobsen A. Smeulders Edouard Oyallon 117 334 0 20 Feb 2018
Structured Uncertainty Prediction Networks Garoe Dorta Sara Vicente Lourdes Agapito Neill D. F. Campbell Ivor J. A. Simpson UQCV 86 63 0 20 Feb 2018
The Description Length of Deep Learning Models Léonard Blier Yann Ollivier 121 98 0 20 Feb 2018
Do deep nets really need weight decay and dropout? Alex Hernández-García Peter König 113 27 0 20 Feb 2018
DeepThin: A Self-Compressing Library for Deep Neural Networks Matthew Sotoudeh Sara S. Baghsorkhi 30 4 0 20 Feb 2018
Memcomputing: Leveraging memory and physics to compute efficiently M. Di Ventra F. Traversa 71 78 0 20 Feb 2018
Distribution Matching in Variational Inference Mihaela Rosca Balaji Lakshminarayanan S. Mohamed GAN CML DRL 153 98 0 19 Feb 2018
Voice Impersonation using Generative Adversarial Networks Yang Gao Rita Singh Bhiksha Raj GAN 66 100 0 19 Feb 2018
Online Detection of Action Start in Untrimmed, Streaming Videos Zheng Shou Junting Pan Jonathan Chan K. Miyazawa Hassan Mansour A. Vetro Xavier Giró-i-Nieto Shih-Fu Chang 144 61 0 19 Feb 2018
Learning to recognize touch gestures: recurrent vs. convolutional features and dynamic sampling Quentin Debard Christian Wolf S. Canu Julien Arné SLR 69 14 0 19 Feb 2018
A Scalable Near-Memory Architecture for Training Deep Neural Networks on Large In-Memory Datasets Fabian Schuiki Michael Schaffner Frank K. Gürkaynak Luca Benini 66 70 0 19 Feb 2018
On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization Sanjeev Arora Nadav Cohen Elad Hazan 134 488 0 19 Feb 2018
Bayesian Uncertainty Estimation for Batch Normalized Deep Networks Mattias Teye Hossein Azizpour Kevin Smith BDL UQCV 172 241 0 18 Feb 2018
Anomaly Detection using One-Class Neural Networks Raghavendra Chalapathy A. Menon Sanjay Chawla UQCV 79 399 0 18 Feb 2018
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet S. H. HasanPour Mohammad Rouhani Mohsen Fayyaz Mohammad Sabokrou Ehsan Adeli 85 44 0 17 Feb 2018
HWNet v2: An Efficient Word Image Representation for Handwritten Documents Praveen Krishnan C. V. Jawahar 64 65 0 17 Feb 2018
CREPE: A Convolutional Representation for Pitch Estimation Jong Wook Kim Justin Salamon P. Li J. P. Bello 98 386 0 17 Feb 2018
Disentangling by Factorising Hyunjik Kim A. Mnih CoGe OOD 193 1,357 0 16 Feb 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 283 4,455 0 16 Feb 2018
Tree-CNN: A Hierarchical Deep Convolutional Neural Network for Incremental Learning Deboleena Roy Priyadarshini Panda Kaushik Roy BDL OOD CLL 108 214 0 15 Feb 2018
Learning to Count Objects in Natural Images for Visual Question Answering Yan Zhang Jonathon S. Hare Adam Prugel-Bennett OOD 90 208 0 15 Feb 2018
Multinomial Adversarial Networks for Multi-Domain Text Classification Xilun Chen Claire Cardie OOD 102 133 0 15 Feb 2018
CNN+LSTM Architecture for Speech Emotion Recognition with Data Augmentation Caroline Etienne Guillaume Fidanza Andrei Petrovskii Laurence Devillers B. Schmauch 80 102 0 15 Feb 2018
A Progressive Batching L-BFGS Method for Machine Learning Raghu Bollapragada Dheevatsa Mudigere J. Nocedal Hao-Jun Michael Shi P. T. P. Tang ODL 114 153 0 15 Feb 2018
Stronger generalization bounds for deep nets via a compression approach Sanjeev Arora Rong Ge Behnam Neyshabur Yi Zhang MLT AI4CE 199 643 0 14 Feb 2018
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations Arash Vahdat W. Macready Zhengbing Bian Amir Khoshaman Evgeny Andriyash 103 76 0 14 Feb 2018